Roadmap
Strategic direction and planned features for the Sigilweaver Loom platform.
Target v1.0 Release: June 2026
Current Status
Sigilweaver Loom is in Private Beta. The codebase is not yet public, but binaries and documentation are available for testing the distribution pipeline. The core platform is feature-complete for most data transformation workflows. Development now focuses on platform features, ecosystem expansion, and polish leading to a v1.0 public release.
What Works Today
| Component | Status | Notes |
|---|---|---|
| Studio | Production-ready | All core tools, theming, keyboard shortcuts |
| Server | Production-ready | Lazy execution, caching, Python export |
| Hub | Beta | Multi-user orchestration, RBAC, scheduling |
| Desktop Apps | Production-ready | Electron and Tauri builds for all platforms |
| Docker Deployment | Production-ready | Compose templates with secret management |
Near-Term Focus (Q1-Q2 2026)
Studio
| Feature | Description | Priority |
|---|---|---|
| Theme Editor | GUI for creating and modifying themes | Medium |
| Workflow Templates | Pre-built workflow patterns for common tasks | Medium |
| Tool Search | Quick-find for tools by name or function | Low |
Server
| Feature | Description | Priority |
|---|---|---|
| Additional Connectors | Native support for more databases and APIs | High |
| New Tools: Fuzzy Join | Approximate string matching for joins | Medium |
| New Tools: Network Cluster | Graph-based clustering and community detection | Medium |
| New Tools: Python | Execute arbitrary Python code in workflows | Medium |
| Streaming Preview | Incremental preview for large datasets | Medium |
Hub
| Feature | Description | Priority |
|---|---|---|
| OIDC Integration | Single sign-on via external identity providers | High |
| GUI Configuration | Web-based server and connection management | High |
| Git Integration | Version control for workflows stored in Hub | High |
| Demo Instance | Public read-only Hub for evaluation | Medium |
| Execution Dashboard | Real-time monitoring of running workflows | Medium |
| Notifications | Email and webhook alerts for execution status | Medium |
Medium-Term Focus (Q3-Q4 2026)
Platform
| Feature | Description |
|---|---|
| Kubernetes Operator | Native CRDs for deploying Sigilweaver Loom at scale |
| Helm Charts | Standardized deployment templates for Kubernetes |
| ARM64 Builds | Native support for Apple Silicon and ARM servers |
Ecosystem
| Feature | Description |
|---|---|
| API Connectors | REST/GraphQL tool for fetching external data |
| Cloud Storage | Native S3, GCS, and Azure Blob support |
| Streaming Sources | Kafka and Redpanda connectors |
Intelligence
| Feature | Description |
|---|---|
| AI-Assisted Design | Natural language to workflow generation (optional, off by default, user-configured) |
| Smart Suggestions | Context-aware tool recommendations (optional, off by default, user-configured) |
| Data Quality Rules | Built-in validation and anomaly detection |
Long-Term Vision
Local-First, Cloud-Capable
Sigilweaver Loom is designed to run wherever your data lives. We will continue to prioritize on-premise and air-gapped deployment scenarios alongside cloud offerings.
Code as Truth
Every visual workflow compiles to readable, executable Python. This transparency ensures auditability and eliminates vendor lock-in.
Open Ecosystem and Licensing
The entire Sigilweaver Loom suite is free for all users under the AGPL-3.0 license. There are no paid tiers, premium features, or usage limits. The core platform will always remain open source.
How to Influence the Roadmap
- GitHub Issues: Feature requests and bug reports shape our priorities.
- Community Discussions: Participate in design discussions for major features.
- Pull Requests: Direct contributions are the fastest path to new features.
Version History
For a detailed record of completed work, see CHANGELOG.md in the repository root.